Title :
Development of a Reference Platform for Generic Audio Classification
Author :
Roman Jarina;Martin Paralic;Michal Kuba;Ján Olajec;Andrej Lukác;Miroslav Dzurek
Author_Institution :
Dept. of Telecommun., Zilina Univ., Zilina
Abstract :
Detection of key sounds, such as applause, laugh, music, environmental noise, etc., is one of the challenges in intelligent management of multimedia information and content understanding. In this paper, we report progress in development of a reference content-based audio classification algorithm that is based on a conventional and widely accepted approach, namely signal parameterization by MFCC followed by GMM classification. Our developed labeled audio database and the conventional classification model should serve as a reference platform for an evaluation of novel, alternative or more advanced methods in audio content analysis.
Keywords :
"Audio databases","Mel frequency cepstral coefficient","Feature extraction","Classification algorithms","Automatic speech recognition","Music","Content management","Information management","Multimedia databases","Indexing"
Conference_Titel :
Image Analysis for Multimedia Interactive Services, 2008. WIAMIS ´08. Ninth International Workshop on
Print_ISBN :
978-0-7695-3344-5
DOI :
10.1109/WIAMIS.2008.39